{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aa4bd5f3-9cd7-4ce1-989a-baa15947780b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import sys\n",
    "import os\n",
    "sys.path.append('../../src')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4ffefeb6-c8ec-4e41-bece-b7377094d9c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sryolo.devtools import dataset_utils\n",
    "from sryolo.devtools import label_studio_utils\n",
    "from sryolo.devtools import ultralytics_utils\n",
    "from sryolo.utils import label_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1badd8e0-cac0-4df3-905d-f22da77df4aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "ultralytics_utils.init_ultralytics_settings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3f54b682-8f71-40c4-96d7-806718869d62",
   "metadata": {},
   "outputs": [],
   "source": [
    "origin_img_size = 32 * 68\n",
    "img_size_div = 2\n",
    "#origin_img_size = 32 * 69\n",
    "#img_size_div = 3\n",
    "train_img_size = origin_img_size // img_size_div\n",
    "export_img_size = (1080 // img_size_div, 1920 // img_size_div)\n",
    "\n",
    "task_name = 'full'\n",
    "dataset_name = f'{task_name}-{origin_img_size}'\n",
    "labels_version = 'v1'\n",
    "\n",
    "pretrained_model_name = 'yolov8n'  # 实验用yolov8x并没有太大提升\n",
    "train_name = f'{pretrained_model_name}-{export_img_size[1]}-{task_name}'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f7f22c52-8c83-46c1-9958-f2bfd61fee19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('full-2176', 'yolov8x-960-full')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_name, train_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c395ca96-da94-4269-81d8-4be550d170b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Autosplitting images from F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\full-2176\\images, using *.txt labeled images only\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 926/926 [00:00<00:00, 4205.68it/s]\n"
     ]
    }
   ],
   "source": [
    "dataset_utils.prepare_dateset(dataset_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "551db8d1-57a2-409d-957c-f68a6e4cc36c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ultralytics import YOLO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "93c69b5b-a628-4fd4-b08c-3f7f8dc1a156",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = YOLO(ultralytics_utils.get_base_model_path(f'{pretrained_model_name}.pt'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "84ee5bbc-41fc-431b-b6e6-36b884bde8ab",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultralytics YOLOv8.1.44  Python-3.11.9 torch-2.2.2+cu121 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB)\n",
      "\u001B[34m\u001B[1mengine\\trainer: \u001B[0mtask=detect, mode=train, model=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\models\\yolov8x.pt, data=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\full-2176\\dataset.yaml, epochs=1000, time=None, patience=100, batch=-1, imgsz=1088, save=True, save_period=-1, cache=False, device=None, workers=8, project=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176, name=yolov8x-960-full, exist_ok=True, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=1, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176\\yolov8x-960-full\n",
      "Overriding model.yaml nc=80 with nc=74\n",
      "\n",
      "                   from  n    params  module                                       arguments                     \n",
      "  0                  -1  1      2320  ultralytics.nn.modules.conv.Conv             [3, 80, 3, 2]                 \n",
      "  1                  -1  1    115520  ultralytics.nn.modules.conv.Conv             [80, 160, 3, 2]               \n",
      "  2                  -1  3    436800  ultralytics.nn.modules.block.C2f             [160, 160, 3, True]           \n",
      "  3                  -1  1    461440  ultralytics.nn.modules.conv.Conv             [160, 320, 3, 2]              \n",
      "  4                  -1  6   3281920  ultralytics.nn.modules.block.C2f             [320, 320, 6, True]           \n",
      "  5                  -1  1   1844480  ultralytics.nn.modules.conv.Conv             [320, 640, 3, 2]              \n",
      "  6                  -1  6  13117440  ultralytics.nn.modules.block.C2f             [640, 640, 6, True]           \n",
      "  7                  -1  1   3687680  ultralytics.nn.modules.conv.Conv             [640, 640, 3, 2]              \n",
      "  8                  -1  3   6969600  ultralytics.nn.modules.block.C2f             [640, 640, 3, True]           \n",
      "  9                  -1  1   1025920  ultralytics.nn.modules.block.SPPF            [640, 640, 5]                 \n",
      " 10                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
      " 11             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 12                  -1  3   7379200  ultralytics.nn.modules.block.C2f             [1280, 640, 3]                \n",
      " 13                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
      " 14             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 15                  -1  3   1948800  ultralytics.nn.modules.block.C2f             [960, 320, 3]                 \n",
      " 16                  -1  1    922240  ultralytics.nn.modules.conv.Conv             [320, 320, 3, 2]              \n",
      " 17            [-1, 12]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 18                  -1  3   7174400  ultralytics.nn.modules.block.C2f             [960, 640, 3]                 \n",
      " 19                  -1  1   3687680  ultralytics.nn.modules.conv.Conv             [640, 640, 3, 2]              \n",
      " 20             [-1, 9]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 21                  -1  3   7379200  ultralytics.nn.modules.block.C2f             [1280, 640, 3]                \n",
      " 22        [15, 18, 21]  1   8789230  ultralytics.nn.modules.head.Detect           [74, [320, 640, 640]]         \n",
      "Model summary: 365 layers, 68223870 parameters, 68223854 gradients, 258.5 GFLOPs\n",
      "\n",
      "Transferred 589/595 items from pretrained weights\n",
      "Freezing layer 'model.22.dfl.conv.weight'\n",
      "\u001B[34m\u001B[1mAMP: \u001B[0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...\n",
      "\u001B[34m\u001B[1mAMP: \u001B[0mchecks passed \n",
      "\u001B[34m\u001B[1mAutoBatch: \u001B[0mComputing optimal batch size for imgsz=1088\n",
      "\u001B[34m\u001B[1mAutoBatch: \u001B[0mCUDA:0 (NVIDIA GeForce RTX 4070 Ti) 11.99G total, 0.61G reserved, 0.56G allocated, 10.83G free\n",
      "      Params      GFLOPs  GPU_mem (GB)  forward (ms) backward (ms)                   input                  output\n",
      "    68223870       747.1         2.829         30.03         51.35      (1, 3, 1088, 1088)                    list\n",
      "    68223870        1494         4.798         56.01         64.65      (2, 3, 1088, 1088)                    list\n",
      "    68223870        2988         9.156         114.8           120      (4, 3, 1088, 1088)                    list\n",
      "    68223870        5977        17.570     1.429e+04      1.44e+04      (8, 3, 1088, 1088)                    list\n",
      "    68223870   1.195e+04        33.961     4.924e+04     4.154e+04     (16, 3, 1088, 1088)                    list\n",
      "\u001B[34m\u001B[1mAutoBatch: \u001B[0mUsing batch-size 2 for CUDA:0 6.09G/11.99G (51%) \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001B[34m\u001B[1mtrain: \u001B[0mScanning F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\full-2176\\labels... 834 images, 0 backgrounds, 0 corrupt: 100%|██████████| 834/834 [00:09<00:00, 89.84it/s]\u001B[0m \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001B[34m\u001B[1mtrain: \u001B[0mNew cache created: F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\full-2176\\labels.cache\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001B[34m\u001B[1mval: \u001B[0mScanning F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\full-2176\\labels... 92 images, 0 backgrounds, 0 corrupt: 100%|██████████| 92/92 [00:00<00:00, 113.78it/s]\u001B[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001B[34m\u001B[1mval: \u001B[0mNew cache created: F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\full-2176\\labels.cache\n",
      "Plotting labels to F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176\\yolov8x-960-full\\labels.jpg... \n",
      "\u001B[34m\u001B[1moptimizer:\u001B[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \n",
      "\u001B[34m\u001B[1moptimizer:\u001B[0m SGD(lr=0.01, momentum=0.9) with parameter groups 97 weight(decay=0.0), 104 weight(decay=0.0005), 103 bias(decay=0.0)\n",
      "Image sizes 1088 train, 1088 val\n",
      "Using 8 dataloader workers\n",
      "Logging results to \u001B[1mF:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176\\yolov8x-960-full\u001B[0m\n",
      "Starting training for 1000 epochs...\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     1/1000      5.42G      1.305      5.113      1.361         19       1088: 100%|██████████| 417/417 [01:15<00:00,  5.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  7.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.544      0.306      0.315      0.217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     2/1000      5.41G      1.128      3.354      1.205         20       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.587      0.441      0.469      0.331\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     3/1000      5.32G      1.128      2.696      1.216         21       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.08it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.572      0.554       0.59      0.403\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     4/1000      5.31G      1.177      2.395       1.23         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.09it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.634      0.531       0.59      0.404\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     5/1000      5.32G      1.199       2.06      1.247         23       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.685      0.589      0.649      0.441\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     6/1000      5.34G       1.21      1.915      1.258         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.708      0.635      0.654      0.441\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     7/1000      5.33G      1.217      1.884      1.271         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.705        0.6      0.644      0.436\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     8/1000      5.34G      1.197      1.633      1.254         17       1088: 100%|██████████| 417/417 [01:09<00:00,  5.98it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.745      0.647      0.733      0.498\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     9/1000      5.33G      1.182      1.518      1.257         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.12it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.774      0.624       0.71        0.5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    10/1000      5.36G      1.189      1.483      1.259          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.672      0.737      0.738      0.493\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "    11/1000      5.34G      1.202      1.501      1.268          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.12it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.731      0.691      0.764      0.528\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    12/1000      5.34G      1.172      1.405       1.24          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.745      0.682       0.72      0.504\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    13/1000      5.36G      1.156      1.324      1.238         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.697      0.697      0.744      0.501\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    14/1000      5.35G      1.153      1.373      1.253         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.736      0.702      0.757      0.528\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    15/1000      5.35G      1.157      1.282      1.218         18       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.739      0.748      0.803      0.548\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    16/1000      5.35G      1.163      1.269       1.24         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.759      0.753      0.796      0.544\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    17/1000      5.35G      1.125      1.204      1.227         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.697      0.718      0.767      0.533\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    18/1000      5.35G      1.139      1.262      1.227          3       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.711      0.741      0.773      0.541\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "text": [
      "    19/1000      5.33G      1.111      1.221      1.212         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.767      0.718      0.788      0.535\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    20/1000      5.31G      1.124      1.187      1.198         24       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.749      0.798      0.805      0.563\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    21/1000      5.32G      1.088      1.127      1.185         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.699      0.744      0.777      0.542\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    22/1000      5.34G      1.084      1.104      1.195         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.788      0.714      0.795      0.541\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    23/1000      5.33G      1.106      1.159      1.207         16       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.788      0.693      0.766      0.537\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    24/1000      5.34G      1.098      1.081      1.175          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.778      0.776       0.81      0.553\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    25/1000      5.32G      1.061      1.079      1.186          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.793       0.73      0.817      0.573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    26/1000      5.34G      1.074      1.006       1.17         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.839      0.725      0.806       0.58\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    27/1000      5.34G      1.048       1.01      1.174         22       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.78      0.809      0.852      0.606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    28/1000      5.34G      1.049      1.023      1.179         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.815      0.757      0.831      0.572\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    29/1000      5.32G      1.056      0.985      1.181          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.809      0.756      0.819      0.562\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    30/1000      5.35G      1.062      1.023       1.19         12       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438        0.8      0.796       0.84      0.587\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    31/1000      5.36G      1.059      1.013      1.175         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.776      0.766      0.826      0.583\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    32/1000      5.36G      1.039     0.9715      1.175         32       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.794      0.797      0.836      0.592\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    33/1000      5.35G      1.045     0.9892      1.189          9       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.836      0.709      0.798      0.565\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    34/1000      5.36G       1.05     0.9532      1.158         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.784      0.769      0.831      0.574\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "    35/1000      5.36G      1.019     0.9544      1.164          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.785      0.781      0.842      0.602\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    36/1000      5.35G      1.036     0.9308      1.155         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.846      0.746      0.863      0.612\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    37/1000      5.37G     0.9982     0.8988      1.135         23       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.87      0.721      0.838      0.609\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    38/1000      5.35G     0.9959      0.903      1.138         10       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.729      0.798      0.834      0.594\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    39/1000      5.36G     0.9895     0.8944      1.142          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.82      0.794      0.867      0.609\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    40/1000      5.35G     0.9938     0.8549      1.145          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.845      0.807      0.867      0.599\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    41/1000      5.35G      1.012     0.9136      1.155         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.817      0.777      0.844      0.609\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    42/1000      5.35G     0.9749     0.8481      1.129          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.789      0.789      0.845      0.612\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    43/1000      5.35G     0.9657     0.8599      1.134         21       1088: 100%|██████████| 417/417 [01:09<00:00,  5.98it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.824      0.775      0.845      0.597\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    44/1000      5.34G     0.9831     0.8684      1.143          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.774      0.842      0.872      0.614\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    45/1000      5.37G     0.9795     0.8367      1.133         35       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.822      0.818      0.876      0.609\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    46/1000      5.37G     0.9758      0.824      1.127          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.794      0.861      0.878      0.622\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    47/1000      5.36G      0.977     0.8127      1.143          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.859       0.79       0.87      0.626\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    48/1000      5.38G     0.9624     0.7972      1.127         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.844      0.814      0.888      0.624\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    49/1000       5.4G     0.9587     0.8247       1.12          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.90it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.851      0.801      0.866      0.607\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    50/1000      5.36G     0.9418     0.7957      1.122          4       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.837      0.768      0.851      0.614\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    51/1000      5.32G      0.939     0.8166      1.119          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.776      0.786      0.866      0.629\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    52/1000      5.33G     0.9311     0.7739      1.108         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.868      0.801       0.88      0.632\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    53/1000      5.34G     0.9681     0.7912       1.12         16       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.757      0.814      0.867      0.628\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    54/1000      5.34G     0.9234      0.803      1.101         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.808       0.79      0.863      0.631\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    55/1000      5.34G      0.926     0.7519      1.098         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.798      0.819       0.86      0.624\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    56/1000      5.36G     0.9353     0.7422      1.102         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.857      0.749       0.85      0.609\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    57/1000      5.35G     0.9096     0.7183      1.092          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.796      0.807      0.898      0.643\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "    58/1000      5.36G     0.9179     0.7477      1.102          5       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
     "name": "stdout",
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      "                   all         92        438       0.87      0.769      0.865      0.617\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    59/1000      5.34G     0.8869     0.7234      1.093         33       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
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      "                   all         92        438      0.834      0.796      0.874       0.63\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.859      0.791      0.847      0.618\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.828      0.801      0.855      0.615\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    62/1000      5.35G     0.8899     0.7266      1.086         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.834      0.828      0.866      0.631\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.871      0.818      0.899      0.644\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    64/1000      5.35G     0.8947     0.7111      1.094          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.873      0.813      0.878       0.64\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    65/1000      5.36G     0.8838     0.6679      1.075          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438        0.9      0.769      0.866      0.633\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    66/1000      5.36G     0.8675     0.6795      1.076         24       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.844      0.796       0.86      0.621\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    67/1000      5.36G     0.8795     0.6902      1.089         22       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.856      0.828      0.863      0.625\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    68/1000      5.35G     0.8779     0.6726      1.068          6       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.871       0.81      0.881      0.637\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    69/1000      5.34G     0.8819     0.6806      1.077         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.77      0.864      0.868      0.628\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    70/1000      5.35G     0.8582     0.6741       1.07         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.746      0.859      0.872      0.627\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    71/1000      5.34G     0.8623     0.6724      1.074         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.861      0.834       0.88      0.644\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    72/1000      5.35G     0.8616     0.6639      1.078         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.886      0.789      0.873       0.63\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "    73/1000      5.34G     0.8724      0.682      1.084         19       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.811      0.843      0.883      0.628\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.813      0.847      0.888      0.647\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.866      0.807      0.886       0.65\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.814      0.834      0.863      0.625\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         92        438      0.886      0.802      0.885      0.646\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         92        438      0.866      0.788      0.858      0.621\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    80/1000      5.36G     0.8477     0.6739       1.07          3       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.835      0.807      0.882      0.638\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "    81/1000      5.32G     0.8452      0.631      1.058         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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    },
    {
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     "text": [
      "                   all         92        438      0.847      0.853      0.883      0.626\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    82/1000      5.33G     0.8333     0.6377      1.052          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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    },
    {
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      "                   all         92        438      0.897      0.806       0.89      0.644\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    83/1000      5.33G     0.8054     0.5968      1.034         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.836      0.826      0.883      0.651\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    84/1000      5.32G     0.8186     0.6065      1.039         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.88      0.839      0.899      0.665\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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    },
    {
     "name": "stdout",
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      "                   all         92        438      0.883      0.854      0.904      0.665\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    86/1000      5.32G     0.8291     0.6106      1.051         17       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.861      0.834      0.891      0.652\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    87/1000      5.35G     0.8009     0.6073       1.05         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.825      0.813      0.878      0.646\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    88/1000      5.36G     0.8095     0.6016      1.037         10       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.888      0.787      0.887      0.649\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    89/1000      5.35G     0.8032     0.6025      1.037         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.804       0.84      0.881      0.643\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    90/1000      5.34G     0.8113     0.6156      1.048         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.836      0.848      0.878      0.643\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    91/1000      5.35G     0.7833     0.5776      1.029         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.858      0.854      0.897      0.657\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "    92/1000      5.34G     0.7726     0.5964       1.02          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.865      0.844       0.89      0.653\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    93/1000      5.34G      0.805     0.5966      1.052         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.87      0.845      0.908      0.656\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    94/1000      5.33G     0.7815     0.5797      1.029         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.86      0.877      0.923      0.679\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    95/1000      5.31G     0.7819     0.5696      1.029          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.889      0.815      0.904      0.666\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    96/1000      5.33G      0.779      0.576      1.037         19       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.895      0.781      0.885      0.643\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    97/1000      5.32G     0.7757     0.5745      1.018         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.883      0.795      0.885      0.643\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.872      0.824      0.873      0.634\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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     "output_type": "stream",
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      "                   all         92        438      0.877      0.827      0.899      0.657\n"
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    {
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     "output_type": "stream",
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   100/1000      5.33G       0.79     0.5821      1.043          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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      "                   all         92        438      0.889       0.84      0.894       0.67\n"
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    {
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         92        438      0.888      0.812      0.884      0.659\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   103/1000      5.34G     0.7704     0.5753      1.028          8       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.874      0.849      0.904      0.681\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   104/1000      5.37G     0.7708     0.5604      1.017          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.892      0.854      0.902      0.671\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   105/1000      5.35G     0.7689     0.5679      1.026         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.846      0.835      0.903      0.671\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   106/1000      5.35G     0.7672     0.5692      1.019          8       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.886      0.837       0.89      0.664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   107/1000      5.38G     0.7753     0.5772      1.025         30       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.88      0.833      0.922      0.676\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   108/1000      5.36G     0.7511     0.5613      1.008         28       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.817       0.85      0.878      0.648\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   109/1000      5.36G     0.7585      0.564       1.03         17       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.818      0.881      0.918      0.678\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   110/1000      5.36G     0.7624     0.5653      1.017         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.879      0.856      0.899      0.669\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   111/1000      5.35G     0.7471     0.5636      1.009         15       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.871      0.826      0.894      0.664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   112/1000      5.32G     0.7465     0.5465      1.023          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.91      0.843      0.892      0.653\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   113/1000      5.35G     0.7643     0.5775      1.034         23       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.89       0.86      0.911      0.674\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   114/1000      5.38G     0.7494     0.5495      1.008         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.884      0.828      0.892      0.671\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   115/1000      5.32G     0.7427     0.5305      1.013         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.894      0.849      0.887      0.658\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   116/1000      5.32G     0.7278     0.5243      1.005         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.838      0.862      0.898       0.66\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   117/1000      5.34G     0.7421     0.5432      1.012         20       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.899      0.841      0.904      0.673\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   118/1000      5.33G     0.7205      0.514     0.9915          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.883      0.855      0.898      0.668\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   119/1000      5.33G     0.7131     0.5107     0.9869          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.904      0.848      0.907      0.666\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   120/1000      5.34G     0.7246     0.5179     0.9954         34       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.865      0.864      0.888       0.65\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   121/1000      5.36G     0.7049     0.5127     0.9992         16       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.902      0.823      0.897      0.658\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   122/1000      5.35G     0.7174     0.5241      1.004         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.886      0.829      0.905       0.67\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   123/1000      5.35G     0.7121     0.5283     0.9978         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.871      0.861       0.89      0.656\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   124/1000      5.33G     0.7166     0.5252      1.006          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.888      0.824      0.876      0.655\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   125/1000      5.34G     0.7088     0.5125      0.992          2       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.875      0.845      0.899      0.674\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   126/1000      5.33G     0.6938     0.5193     0.9901         27       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.907      0.838      0.889      0.659\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   127/1000      5.34G     0.7094     0.4958     0.9961         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
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     "text": [
      "                   all         92        438      0.852      0.862      0.893      0.654\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   128/1000      5.34G      0.686     0.5116     0.9819         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
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     "output_type": "stream",
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      "                   all         92        438      0.891      0.856      0.885      0.652\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   129/1000      5.35G     0.7139      0.515     0.9971         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
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     "output_type": "stream",
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      "                   all         92        438      0.887      0.848      0.891      0.658\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   130/1000      5.37G     0.7137     0.5206      1.001         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
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     "output_type": "stream",
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      "                   all         92        438      0.887      0.854      0.901      0.666\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   131/1000      5.34G     0.7193     0.5185          1         21       1088: 100%|██████████| 417/417 [01:09<00:00,  5.98it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.884       0.85      0.891      0.672\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   132/1000      5.32G     0.7025     0.5102     0.9995         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    {
     "name": "stdout",
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      "                   all         92        438      0.886      0.853      0.897      0.661\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   133/1000      5.34G     0.7194     0.5183     0.9903          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "                   all         92        438      0.909      0.838      0.901      0.671\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   134/1000      5.34G     0.7137     0.4974     0.9824         18       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.896      0.843      0.887      0.659\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   135/1000      5.34G     0.6989     0.4972     0.9821         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.85      0.881      0.901      0.669\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   136/1000      5.34G     0.6932     0.5003     0.9866          1       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.855      0.875      0.892      0.663\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   137/1000      5.33G     0.6904     0.4991     0.9865          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.887      0.846        0.9      0.668\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   138/1000      5.33G     0.6903     0.5318     0.9763         21       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.897      0.833      0.896      0.661\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   139/1000      5.34G     0.6963     0.5095     0.9869          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.902      0.867      0.919      0.676\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   140/1000      5.33G     0.7053     0.4982     0.9836         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908      0.866       0.91      0.677\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   141/1000      5.35G     0.6965     0.5116     0.9814         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.895      0.869      0.933      0.676\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   142/1000      5.35G     0.6783     0.4885     0.9758          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.836      0.876      0.893      0.676\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   143/1000      5.38G     0.6905     0.4855     0.9897         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.875      0.855      0.906      0.665\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   144/1000      5.38G     0.6888     0.4849      0.983         27       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.878      0.836      0.921      0.682\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   145/1000      5.37G     0.6777     0.4856     0.9748          3       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.889      0.846      0.917      0.684\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   146/1000      5.37G     0.6848     0.4787     0.9671          6       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.856      0.863      0.905       0.67\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   147/1000      5.33G     0.6675      0.484     0.9649         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.904      0.845       0.93      0.677\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   148/1000      5.32G     0.6623     0.4683     0.9653         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.913      0.853      0.901      0.672\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   149/1000      5.31G     0.6665     0.4777     0.9648          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.87      0.868      0.909      0.677\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   150/1000      5.34G     0.6743     0.4892      0.978         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.889      0.857      0.917      0.679\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   151/1000      5.34G     0.6667     0.4738      0.968         18       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.876      0.851      0.887      0.667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   152/1000      5.34G     0.6597     0.4662     0.9658          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.883      0.853        0.9      0.674\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   153/1000      5.32G     0.6484     0.4888     0.9581         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.872      0.848      0.909      0.683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   154/1000      5.33G     0.6462     0.4812     0.9605         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.854       0.88      0.885      0.655\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   155/1000      5.33G     0.6414     0.4527     0.9669         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.901      0.857      0.921      0.679\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   156/1000      5.32G     0.6395     0.4505      0.955          3       1088: 100%|██████████| 417/417 [01:09<00:00,  5.98it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.905      0.845      0.913      0.682\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   157/1000      5.34G     0.6574     0.4681     0.9709         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.885      0.843      0.891      0.665\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   158/1000      5.32G     0.6514     0.4452     0.9568          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.848      0.854      0.887      0.661\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   159/1000      5.32G     0.6509     0.4459     0.9572         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.882      0.861      0.883      0.656\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   160/1000      5.33G     0.6463     0.4487      0.958         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.845      0.899      0.906      0.671\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   161/1000      5.33G     0.6316      0.448     0.9542          9       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.876      0.854      0.895       0.67\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   162/1000      5.33G     0.6435     0.4539     0.9574         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.904      0.846      0.894      0.669\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   163/1000      5.33G     0.6302     0.4421     0.9572          4       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.899      0.836      0.902      0.675\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   164/1000      5.36G     0.6452     0.4473     0.9606         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.887      0.865      0.905      0.672\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   165/1000      5.36G     0.6162     0.4347     0.9376          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.894      0.861      0.917      0.681\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   166/1000      5.37G     0.6436     0.4509     0.9691          9       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.859      0.869        0.9      0.671\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   167/1000      5.36G     0.6302     0.4386     0.9437         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.899      0.871        0.9      0.669\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   168/1000      5.36G      0.633     0.4538      0.951          3       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.901      0.859      0.904      0.673\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   169/1000      5.35G      0.612     0.4286     0.9456         29       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.892      0.852      0.899      0.664\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   170/1000      5.35G     0.6307     0.4392     0.9547         20       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.904      0.857       0.89       0.66\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   171/1000      5.35G     0.6359     0.4489     0.9564         18       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.871       0.86      0.898      0.667\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   172/1000      5.37G     0.6299     0.4478     0.9528          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.875      0.862      0.901      0.675\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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      "   173/1000      5.34G     0.6366     0.4373     0.9657         26       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
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      "                   all         92        438      0.908      0.857       0.91      0.676\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   174/1000      5.35G     0.6305     0.4443     0.9594         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    {
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      "                   all         92        438      0.884      0.874      0.903      0.676\n"
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    },
    {
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   175/1000      5.33G     0.6084     0.4166     0.9385         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
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      "                   all         92        438      0.907       0.86       0.93      0.679\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.866      0.838      0.928      0.684\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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      "                   all         92        438      0.884      0.837      0.915       0.67\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   178/1000      5.32G     0.6425     0.4485     0.9601          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.905       0.83      0.919      0.671\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   179/1000      5.31G      0.624     0.4304     0.9424         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "                   all         92        438      0.906      0.838      0.916      0.671\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.87      0.869      0.909      0.663\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.879      0.861      0.898      0.672\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.865      0.866      0.903       0.67\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   183/1000      5.34G     0.6005     0.4235     0.9481         24       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.881      0.847      0.888      0.659\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   184/1000      5.36G     0.6081     0.4254      0.951          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.891      0.866      0.895       0.66\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   185/1000      5.34G     0.5982     0.4211     0.9454         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
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      "                   all         92        438      0.906       0.86      0.898      0.676\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   186/1000      5.33G      0.601     0.4179     0.9419          8       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.867      0.867      0.908      0.672\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   187/1000      5.32G     0.6049     0.4165     0.9436          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.875      0.858      0.899      0.668\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.866      0.882        0.9      0.672\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   189/1000      5.35G     0.6116     0.4184     0.9461          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.913      0.854      0.906      0.672\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   190/1000      5.33G     0.5935     0.4026     0.9293         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.915      0.858      0.908      0.675\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   191/1000      5.34G     0.5962      0.412     0.9462         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.841      0.898      0.679\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   192/1000      5.34G     0.6022     0.4103     0.9438         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.901      0.835      0.884      0.662\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   193/1000      5.34G     0.5961     0.4078     0.9398         28       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.883       0.86      0.886      0.669\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.857      0.894      0.671\n"
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     "output_type": "stream",
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   195/1000      5.33G     0.6028      0.408     0.9399         22       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.905      0.868      0.922      0.683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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      "   196/1000      5.36G     0.5864      0.399     0.9314         10       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.884      0.884      0.926      0.696\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   197/1000      5.34G      0.577     0.4017     0.9416          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.925      0.858      0.926      0.688\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   198/1000      5.34G     0.5942       0.42     0.9478         31       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.91      0.874      0.925      0.689\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   199/1000      5.38G     0.5885     0.4293     0.9494         13       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908      0.861      0.897      0.678\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   200/1000      5.36G     0.5935     0.4069     0.9352         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.903      0.854      0.915      0.678\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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      "   201/1000      5.36G     0.5935     0.4401     0.9483         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.889      0.842       0.88      0.662\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   202/1000      5.39G     0.5962     0.4322     0.9412         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.863      0.884      0.903       0.68\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   203/1000      5.38G      0.592     0.4269     0.9314          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.905      0.849      0.889       0.66\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   204/1000      5.36G      0.594     0.4317     0.9407         47       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.909      0.845      0.897      0.678\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   205/1000      5.37G     0.5909     0.4335     0.9286          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.844      0.872      0.887      0.673\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   206/1000      5.35G     0.5905     0.4214     0.9365         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.838      0.881        0.9      0.681\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   207/1000      5.35G     0.5805     0.4114     0.9293         22       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.834      0.898      0.902      0.684\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   208/1000      5.33G     0.5763     0.4158      0.938          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908      0.824      0.899      0.675\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   209/1000      5.33G     0.5767     0.4127     0.9362         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.882      0.875      0.918       0.69\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   210/1000      5.34G     0.5829     0.4071     0.9329          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.858      0.865      0.918      0.689\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   211/1000      5.32G     0.5768     0.4003     0.9335          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.869      0.913      0.682\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   212/1000      5.32G     0.5836     0.4023     0.9318         18       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.904      0.835      0.894      0.664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   213/1000      5.31G      0.569     0.3922     0.9227          3       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.896      0.859      0.902      0.681\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   214/1000      5.32G     0.5576     0.3877     0.9224          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92      0.848      0.896      0.674\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.853      0.916      0.686\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "                   all         92        438      0.887      0.858      0.899      0.681\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   217/1000      5.33G     0.5723     0.4117     0.9321          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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     "text": [
      "                   all         92        438      0.834      0.891      0.907      0.683\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   218/1000      5.33G     0.5745     0.4025     0.9421         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.907      0.836      0.905      0.678\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   219/1000      5.33G     0.5574     0.3912     0.9182         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.888      0.826       0.89      0.665\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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      "   220/1000      5.33G     0.5653     0.3963     0.9332          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.897      0.838      0.899      0.675\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   221/1000      5.33G     0.5547     0.3879     0.9275         16       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.916      0.851      0.907      0.675\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   222/1000      5.32G     0.5562     0.3857     0.9196         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.918       0.83       0.91      0.677\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   223/1000      5.32G     0.5569     0.3916     0.9266          2       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.899      0.846      0.902      0.685\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   224/1000      5.31G     0.5525     0.3883     0.9196          9       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.874      0.875      0.916      0.687\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   225/1000      5.33G     0.5538     0.3874     0.9248         35       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.897      0.839      0.914      0.683\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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      "   226/1000      5.34G     0.5597     0.3913     0.9302         32       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.892      0.842      0.889      0.667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   227/1000      5.35G     0.5596     0.3908     0.9177          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.903      0.842      0.898      0.676\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   228/1000      5.35G     0.5669     0.4024     0.9333          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.878      0.859      0.915      0.685\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   229/1000      5.36G     0.5449     0.3915     0.9279         12       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.851       0.88      0.917      0.688\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   230/1000      5.38G     0.5564     0.3905     0.9277         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.897      0.862        0.9      0.681\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   231/1000      5.37G     0.5585     0.3922     0.9154         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.883      0.878      0.914      0.681\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   232/1000      5.39G     0.5515     0.3773     0.9198         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.926       0.85      0.901      0.683\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   233/1000      5.37G     0.5429     0.3781     0.9185         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.909      0.847        0.9      0.676\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   234/1000      5.36G     0.5504     0.3827     0.9203          9       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.905       0.86      0.904      0.689\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   235/1000      5.36G     0.5353     0.3697     0.9114         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.886      0.862      0.901      0.671\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   236/1000      5.35G     0.5575     0.3874     0.9222         10       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.88      0.866      0.894      0.667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   237/1000      5.36G     0.5542     0.3963     0.9308         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.916       0.86      0.907      0.687\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   238/1000      5.36G     0.5463     0.3794     0.9167          2       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.901      0.846      0.897      0.684\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   239/1000      5.35G     0.5488     0.3896     0.9207          8       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.905      0.857      0.908      0.686\n"
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    {
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "                   all         92        438       0.86      0.863      0.892      0.677\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   241/1000      5.36G     0.5479     0.3745     0.9174          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.884      0.856      0.899      0.683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   242/1000      5.38G     0.5469     0.3778      0.923         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.91      0.861      0.917      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   243/1000      5.33G     0.5339     0.3764     0.9121         24       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.945      0.869      0.932        0.7\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   244/1000      5.33G     0.5329     0.3711     0.9111         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.867      0.923      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   245/1000      5.31G     0.5334      0.377     0.9136          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.864      0.915      0.696\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   246/1000      5.32G     0.5236     0.3726     0.9193         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.911      0.874      0.903      0.686\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   247/1000      5.33G     0.5303      0.382     0.9172         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.865      0.886      0.899      0.683\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   248/1000      5.33G     0.5332     0.3814     0.9223          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908      0.867        0.9      0.678\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   249/1000      5.33G      0.526     0.3773     0.9107         10       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.867       0.91      0.679\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   250/1000      5.32G     0.5182     0.3562     0.9142          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.91      0.878      0.905      0.682\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   251/1000      5.46G     0.5431     0.3725     0.9212         22       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.916      0.865      0.919      0.698\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   252/1000      5.32G     0.5473     0.3811     0.9252          9       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.905      0.867      0.929      0.694\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   253/1000      5.47G     0.5288     0.3685     0.9128         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.907      0.872      0.919      0.684\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   254/1000      5.34G     0.5222     0.3812     0.9165         16       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908      0.859      0.922      0.695\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   255/1000      5.33G     0.5195     0.3592     0.9014          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.854      0.886      0.923      0.692\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   256/1000      5.33G     0.5126     0.3587     0.9006          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.903      0.859      0.923      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   257/1000      5.33G     0.5138     0.3567     0.9025         29       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.863      0.915      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   258/1000      5.32G     0.5305     0.3671     0.9144         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.887      0.883      0.901      0.687\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   259/1000      5.32G      0.525     0.3642      0.912         18       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.848      0.883      0.894      0.681\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   260/1000      5.33G     0.5149     0.3625     0.9079         24       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.915       0.83      0.902      0.683\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   261/1000      5.33G     0.5207      0.365     0.9142         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.861      0.898      0.678\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   262/1000      5.32G     0.5257     0.3613     0.9235         31       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.911      0.871      0.902      0.677\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   263/1000      5.34G     0.5254     0.3649      0.919         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908      0.871      0.916      0.692\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   264/1000      5.34G     0.5081     0.3521     0.9009         12       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.914      0.845      0.916      0.693\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   265/1000      5.35G     0.5107     0.3525     0.9058         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.895      0.854       0.92      0.691\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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      "   266/1000      5.35G      0.522     0.3814     0.9126         29       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.893      0.852      0.903      0.681\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   267/1000      5.33G     0.5364     0.3784     0.9245         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
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      "                   all         92        438      0.903      0.868      0.906      0.686\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   268/1000      5.34G     0.5124     0.3559      0.895         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.896      0.872      0.913      0.689\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   269/1000      5.35G     0.5047     0.3464     0.8905          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.915      0.858      0.897      0.676\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   270/1000      5.32G     0.5196     0.3705     0.9099         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.916      0.845      0.895      0.676\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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      "   271/1000      5.33G     0.5358     0.3751      0.914         20       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.874      0.861      0.885      0.675\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   272/1000      5.32G     0.5221     0.3731     0.9116         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.872      0.862      0.897      0.681\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   273/1000      5.34G     0.5093     0.3483     0.9102         24       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.91      0.843      0.908      0.685\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   274/1000      5.32G     0.5232     0.3671     0.9126         12       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.915      0.846      0.912       0.69\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   275/1000      5.33G     0.5107     0.3553     0.9067         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.859      0.907      0.686\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   276/1000      5.32G     0.5146     0.3564     0.9093          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.903      0.844      0.892      0.674\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   277/1000      5.32G     0.5103     0.3533     0.9082         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.906       0.86      0.907      0.685\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   278/1000      5.33G     0.4992     0.3413     0.9051         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.894      0.871      0.907      0.691\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   279/1000      5.34G      0.521     0.3623     0.9167          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.862      0.937      0.697\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   280/1000      5.36G     0.5247     0.3671     0.9166         24       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.906      0.869      0.935      0.709\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   281/1000      5.32G     0.5142     0.3556     0.9082         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.902      0.867      0.927      0.701\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   282/1000      5.32G      0.517     0.3531     0.9116          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.925      0.859      0.916      0.691\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   283/1000      5.37G     0.5063     0.3492     0.9002         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92      0.843      0.922      0.692\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   284/1000      5.34G     0.5007     0.3477     0.9031          5       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.899      0.848      0.923      0.686\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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    {
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.876      0.865      0.924      0.686\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "                   all         92        438      0.883      0.866      0.903      0.681\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   287/1000      5.35G     0.4942      0.344     0.9047         10       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438        0.9      0.867      0.909      0.697\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   288/1000      5.36G     0.4955     0.3375     0.8985         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919       0.87      0.912      0.695\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   289/1000      5.35G     0.4879      0.329     0.9075          7       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.879      0.904      0.691\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   290/1000      5.34G     0.5052     0.3496     0.9079         37       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.927      0.856      0.906      0.691\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   291/1000      5.35G     0.4955     0.3361     0.9019         23       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.912      0.874      0.916      0.702\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   292/1000      5.34G     0.4822     0.3296     0.8938          9       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908      0.877      0.906      0.697\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   293/1000      5.33G     0.4979     0.3404     0.9017         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.923      0.874      0.915      0.701\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   294/1000      5.34G     0.4978     0.3444     0.9003         15       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.859      0.917      0.703\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
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      "   295/1000      5.34G     0.5015     0.3447     0.9003          3       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.89      0.888       0.91      0.688\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   296/1000      5.35G     0.5053     0.3481      0.909         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.878      0.869      0.902      0.682\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   297/1000      5.36G     0.4877     0.3322     0.8966         12       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.901      0.851      0.894      0.678\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   298/1000      5.36G     0.4896     0.3348     0.8982         20       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908       0.85      0.921      0.695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   299/1000      5.37G     0.4884     0.3441     0.8951          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.899      0.871       0.91      0.691\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   300/1000      5.36G     0.4934     0.3598     0.9043          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.926       0.85      0.901      0.685\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   301/1000      5.37G      0.503     0.3593     0.9138         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.897      0.876      0.901      0.693\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   302/1000      5.38G     0.5071       0.36     0.9054          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.904      0.841      0.894      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   303/1000      5.37G     0.4925     0.3454     0.8994         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92       0.82      0.887      0.682\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   304/1000      5.36G     0.4902     0.3478     0.8919          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.839       0.87       0.89      0.683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   305/1000      5.36G     0.4929     0.3411     0.8977          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92      0.842      0.887      0.675\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   306/1000      5.35G     0.4928     0.3429     0.9048         37       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.906      0.856       0.89      0.669\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   307/1000      5.33G     0.4909     0.3574     0.8991          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.913      0.851      0.884      0.673\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   308/1000      5.32G     0.4912     0.3514     0.9083         31       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.906      0.843      0.889       0.68\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "                   all         92        438      0.897      0.858      0.902      0.684\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   310/1000      5.33G     0.4714     0.3241     0.8858         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.913      0.857      0.904      0.679\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   311/1000      5.33G     0.4857     0.3277     0.8948         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "                   all         92        438      0.916      0.869      0.902       0.68\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   312/1000      5.34G      0.475     0.3425     0.8885         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92      0.858      0.897      0.678\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   313/1000      5.33G     0.4836     0.3383     0.9039         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.875      0.901      0.686\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   314/1000      5.33G     0.4769     0.3285     0.8964          8       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.868      0.906      0.688\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   315/1000      5.32G       0.47     0.3368     0.8899         23       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.937      0.841      0.925      0.704\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   316/1000      5.31G       0.48     0.3256     0.8985          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.867      0.903      0.683\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   317/1000      5.31G     0.4812     0.3322     0.8916         12       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "                   all         92        438      0.917      0.857      0.902      0.683\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   318/1000      5.31G     0.4913     0.3427     0.9029          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.91      0.868      0.914      0.683\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   319/1000      5.33G     0.4705      0.326      0.885          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.923      0.868      0.912      0.687\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   320/1000      5.32G     0.4672     0.3207     0.8911          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.93      0.878      0.912      0.685\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   321/1000      5.32G     0.4729     0.3209     0.8901         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.866      0.908      0.685\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   322/1000      5.33G     0.4788     0.3341     0.8933         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.93      0.863      0.913      0.685\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   323/1000      5.35G      0.471     0.3234     0.8919          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.934      0.866      0.914      0.681\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   324/1000      5.36G     0.4805     0.3263     0.8974         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.93      0.867      0.926      0.683\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   325/1000      5.35G     0.4667      0.317     0.8914          3       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.935       0.86      0.918      0.684\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   326/1000      5.36G     0.4836      0.338     0.8993          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.869      0.902       0.68\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   327/1000      5.36G     0.4744     0.3234     0.8985         20       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.91      0.857      0.903      0.677\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   328/1000      5.36G     0.4736     0.3316     0.8999          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.902      0.859      0.912      0.692\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   329/1000      5.36G      0.467     0.3236     0.8838         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438        0.9      0.875      0.915      0.697\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   330/1000      5.36G     0.4619     0.3211     0.8875         32       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.926       0.87      0.907      0.682\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.901      0.856      0.911      0.685\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.893      0.888      0.922      0.692\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "text": [
      "   333/1000      5.34G     0.4793     0.3291     0.8967         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.906       0.87      0.921      0.693\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   334/1000      5.36G     0.4628     0.3175     0.8872         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.909      0.876      0.923      0.689\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   335/1000      5.35G     0.4678     0.3312     0.8903          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.907       0.88      0.919      0.689\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   336/1000      5.32G     0.4669     0.3358     0.8923          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.923      0.868      0.925      0.698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   337/1000      5.32G     0.4587     0.3206     0.8921          7       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.868      0.933      0.708\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   338/1000      5.48G     0.4567      0.318     0.9029          9       1088:  22%|██▏       | 90/417 [00:15<00:54,  5.98it/s]IOPub message rate exceeded.\n",
      "The Jupyter server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--ServerApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "ServerApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "ServerApp.rate_limit_window=3.0 (secs)\n",
      "\n",
      "   343/1000      5.32G     0.4624     0.3204     0.8985          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.865      0.944      0.712\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   344/1000      5.33G     0.4616     0.3211     0.8864         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.907      0.863      0.925      0.698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   345/1000      5.34G     0.4519     0.3239     0.8933         22       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.928      0.864      0.921      0.707\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   346/1000      5.36G     0.4544     0.3162     0.8894         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.931      0.884      0.929      0.707\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   347/1000      5.37G     0.4487     0.3135      0.885         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.933      0.878      0.931      0.714\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   348/1000      5.35G     0.4527      0.321     0.8867          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.893      0.901      0.916      0.702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   349/1000      5.34G     0.4486     0.3181     0.8917         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.886      0.899      0.915      0.687\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   350/1000      5.33G     0.4538     0.3145     0.8902          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92      0.874      0.928      0.697\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   351/1000      5.33G     0.4549     0.3258     0.8883          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.911      0.883      0.932      0.707\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   352/1000      5.34G     0.4429     0.3127     0.8792         22       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.922      0.883      0.932      0.695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   353/1000      5.32G     0.4656      0.316     0.8923         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.924      0.859      0.919      0.695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   354/1000      5.33G     0.4456     0.3049      0.886         20       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92      0.881      0.927      0.706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   355/1000      5.34G      0.456     0.3153      0.887         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.897        0.9      0.923      0.711\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   356/1000      5.36G     0.4504     0.3073     0.8815         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.89      0.896      0.926      0.712\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   357/1000      5.33G     0.4473      0.314     0.8881         27       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.888      0.904      0.926      0.712\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   358/1000      5.38G     0.4535     0.3106      0.879         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.879      0.886      0.926      0.704\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   359/1000      5.34G     0.4515     0.3107     0.8841         26       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.906      0.874      0.909      0.694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   360/1000      5.33G     0.4584     0.3169     0.8912         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438        0.9      0.883      0.914        0.7\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   361/1000      5.35G     0.4445     0.3088     0.8829         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.928      0.872      0.924        0.7\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   362/1000      5.35G      0.443      0.298     0.8737         10       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.898      0.888      0.913      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   363/1000      5.48G     0.4495     0.3104     0.8804         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.929      0.866      0.918      0.697\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   364/1000      5.35G      0.437     0.2965     0.8762          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.924      0.877      0.916      0.701\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   365/1000      5.34G     0.4462      0.308     0.8811          4       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.869      0.919      0.699\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   366/1000      5.35G     0.4577     0.3242     0.8916         26       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.898      0.894       0.92      0.698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   367/1000      5.37G     0.4493     0.3149     0.8865         15       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.881      0.924      0.696\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   368/1000      5.37G     0.4433     0.3072      0.881          6       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.902      0.884      0.933      0.696\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   369/1000      5.37G     0.4498     0.3131     0.8915         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.916      0.863      0.922      0.691\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   370/1000      5.36G     0.4534     0.3205     0.8853         16       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.854      0.894      0.908      0.686\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   371/1000      5.33G     0.4534      0.321     0.8857         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.903      0.879       0.91      0.692\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   372/1000      5.31G     0.4396     0.3037     0.8757         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.929      0.868      0.915      0.697\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "   373/1000      5.31G     0.4483     0.3201     0.8848         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.928      0.874      0.921      0.701\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   374/1000      5.34G     0.4315     0.3025     0.8746          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.927      0.874      0.923      0.696\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   375/1000      5.32G     0.4353     0.3029     0.8833         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.868      0.921      0.702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   376/1000      5.33G     0.4302     0.3019     0.8753         18       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.885      0.928      0.698\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   377/1000      5.32G     0.4414     0.3166     0.8848         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.925       0.88      0.929      0.705\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   378/1000      5.32G     0.4211     0.2921     0.8719         20       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.926       0.86      0.917      0.699\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   379/1000      5.32G     0.4246     0.2954      0.878         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.922      0.862      0.914      0.696\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   380/1000      5.32G      0.432     0.2989     0.8771         11       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.908      0.875      0.911      0.694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   381/1000      5.32G     0.4361     0.3095     0.8839         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.934      0.871       0.92      0.695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   382/1000      5.32G     0.4271     0.2908     0.8851          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.923      0.882      0.931      0.706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   383/1000      5.32G      0.414     0.2875     0.8748         58       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.914      0.888      0.928      0.702\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   384/1000      5.34G     0.4343     0.3048     0.8844         28       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.931      0.865      0.914      0.703\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   385/1000      5.35G     0.4348     0.3002     0.8719         36       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.937      0.858      0.911      0.697\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   386/1000      5.33G     0.4198     0.2937     0.8678         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.924      0.868      0.914      0.702\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   387/1000      5.33G     0.4392     0.3009     0.8822          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.936       0.87      0.917      0.702\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   388/1000      5.34G     0.4298     0.2987     0.8685         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.922      0.872      0.914        0.7\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   389/1000      5.34G     0.4257     0.2928     0.8759         25       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.926      0.874      0.914      0.698\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   390/1000      5.33G     0.4346     0.3043     0.8841         14       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.918      0.875      0.911        0.7\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   391/1000      5.36G     0.4253     0.3099     0.8834         19       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.941      0.862      0.913      0.709\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   392/1000      5.33G     0.4289     0.3052     0.8775         18       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.932       0.87      0.912        0.7\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   393/1000      5.33G     0.4228     0.2942     0.8697          5       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.929      0.878      0.917      0.701\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   394/1000      5.35G     0.4206     0.2949     0.8779          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.928      0.871      0.927      0.704\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   395/1000      5.37G     0.4248     0.2944     0.8792         22       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.94       0.86      0.926      0.709\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   396/1000      5.38G     0.4282     0.2991     0.8783         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.862       0.91      0.695\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "   397/1000      5.37G     0.4318     0.3051     0.8862         18       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.91      0.856      0.912      0.694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "   398/1000      5.39G     0.4255     0.3004     0.8824         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92      0.855      0.907       0.69\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   399/1000      5.35G     0.4281     0.2952     0.8756         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.883      0.885      0.923      0.701\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "   400/1000      5.37G     0.4278      0.299     0.8774         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.954       0.85      0.919        0.7\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   401/1000      5.36G     0.4362     0.2974     0.8802          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.896      0.898      0.912      0.698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   402/1000      5.34G     0.4187     0.2929     0.8736         18       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.905      0.892      0.917      0.698\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   403/1000      5.33G     0.4326      0.302     0.8837          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.932      0.881      0.917      0.693\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   404/1000      5.31G     0.4198     0.2913     0.8652         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.881      0.901      0.685\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   405/1000      5.34G      0.438     0.3042     0.8821          3       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.876      0.896      0.684\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   406/1000      5.34G     0.4118     0.2838     0.8705          5       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.917      0.872      0.895      0.683\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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      "   407/1000      5.35G     0.4176      0.286     0.8722          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.922      0.875      0.894      0.676\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   408/1000      5.35G     0.4202     0.2869      0.871         12       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.931      0.868      0.894      0.676\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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      "   409/1000      5.38G     0.4114     0.2823     0.8702         18       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.926      0.873      0.898      0.684\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   410/1000      5.37G     0.4149     0.2987     0.8774         12       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.92      0.868      0.899      0.684\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   411/1000      5.36G     0.4139     0.2893     0.8731         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.865      0.906      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   412/1000      5.33G     0.4136     0.2832     0.8707          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.927      0.855      0.909      0.695\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   413/1000      5.34G     0.4089     0.2797     0.8692         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
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     "text": [
      "                   all         92        438      0.921      0.867      0.906      0.691\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   414/1000      5.32G     0.4146     0.2765     0.8782         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    {
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      "                   all         92        438      0.915      0.866      0.903      0.688\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   415/1000      5.32G     0.4251     0.2944     0.8737          9       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all         92        438      0.897      0.882      0.911      0.686\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   416/1000      5.32G     0.4286     0.3043     0.8662          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
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      "                   all         92        438      0.903      0.866      0.911      0.691\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   417/1000      5.32G     0.4091     0.2893     0.8717         16       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "                   all         92        438      0.916      0.857      0.903      0.684\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   418/1000      5.32G     0.4199     0.2879     0.8832         18       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.924      0.858      0.908      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   419/1000      5.31G     0.4145      0.288     0.8764         21       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.911      0.882      0.924      0.705\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   420/1000      5.31G     0.4069     0.2787     0.8739         22       1088: 100%|██████████| 417/417 [01:09<00:00,  5.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.899      0.893      0.922      0.699\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   421/1000      5.31G     0.4059     0.2841     0.8714         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438       0.93      0.864      0.915      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   422/1000      5.35G     0.4136     0.2939     0.8765          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.927      0.871      0.911      0.693\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   423/1000      5.33G     0.4075     0.2875     0.8676         21       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.868      0.909      0.696\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   424/1000      5.36G     0.4112     0.2875     0.8716          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.911      0.866      0.905      0.687\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   425/1000      5.35G     0.4077     0.2844     0.8706          6       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919       0.86      0.903      0.689\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   426/1000      5.32G     0.4079     0.2718     0.8626          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.923      0.866      0.911      0.687\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
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     "output_type": "stream",
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      "   427/1000      5.34G     0.4087     0.2812     0.8641         10       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.929      0.867      0.911      0.692\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   428/1000      5.35G     0.4072     0.2862     0.8674          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.96it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.871      0.908      0.688\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   429/1000      5.35G     0.4076     0.2832     0.8698         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
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     "output_type": "stream",
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      "                   all         92        438      0.924      0.863      0.908      0.686\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   430/1000      5.37G     0.4062       0.28     0.8741          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.915      0.863      0.903      0.678\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   431/1000      5.37G     0.4117     0.2948     0.8691          8       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.868      0.916      0.686\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   432/1000       5.4G     0.4099     0.2829     0.8697         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.921      0.864      0.915       0.69\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   433/1000       5.4G     0.4134     0.2874     0.8684          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.19it/s]"
     ]
    },
    {
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      "                   all         92        438      0.925      0.874      0.916       0.69\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   434/1000      5.38G     0.4136     0.2823     0.8655         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.919      0.872       0.92      0.696\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   435/1000      5.32G     0.4083     0.2877     0.8701         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "                   all         92        438      0.921      0.868      0.912      0.695\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   436/1000      5.33G     0.4054      0.276     0.8684          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.93it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.20it/s]"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "                   all         92        438      0.926      0.857      0.909      0.689\n"
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    },
    {
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   437/1000      5.33G      0.402     0.2851     0.8674         17       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.918       0.86      0.899      0.678\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   438/1000      5.35G     0.3997     0.2852     0.8674         15       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.904      0.875      0.903      0.682\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   439/1000      5.35G     0.4093     0.2859     0.8687          9       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
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      "                   all         92        438      0.922      0.863      0.906      0.688\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
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      "                   all         92        438      0.918      0.855      0.901      0.688\n"
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    },
    {
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     "output_type": "stream",
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   441/1000      5.37G     0.3988     0.2804     0.8617         13       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
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      "                   all         92        438      0.922      0.853      0.914      0.692\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   442/1000      5.33G     0.3972      0.272     0.8675         11       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
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      "                   all         92        438      0.908      0.864      0.913      0.691\n"
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    },
    {
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     "output_type": "stream",
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   443/1000      5.36G     0.4079      0.285     0.8742          7       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
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     "text": [
      "                   all         92        438      0.926      0.871      0.906      0.689\n"
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    },
    {
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   444/1000      5.34G     0.4073     0.2807     0.8644         14       1088: 100%|██████████| 417/417 [01:10<00:00,  5.92it/s]\n",
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     ]
    },
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      "                   all         92        438      0.921      0.872      0.902      0.692\n"
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    },
    {
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   445/1000      5.35G     0.3989     0.2774     0.8639          6       1088: 100%|██████████| 417/417 [01:09<00:00,  5.96it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.927      0.852        0.9      0.691\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   446/1000      5.35G     0.4031      0.278     0.8644          7       1088: 100%|██████████| 417/417 [01:10<00:00,  5.94it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.918      0.858      0.906       0.69\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   447/1000      5.35G     0.4099     0.2826     0.8686          4       1088: 100%|██████████| 417/417 [01:10<00:00,  5.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.913      0.858      0.895      0.683\n",
      "\u001B[34m\u001B[1mEarlyStopping: \u001B[0mTraining stopped early as no improvement observed in last 100 epochs. Best results observed at epoch 347, best model saved as best.pt.\n",
      "To update EarlyStopping(patience=100) pass a new patience value, i.e. `patience=300` or use `patience=0` to disable EarlyStopping.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "447 epochs completed in 9.175 hours.\n",
      "Optimizer stripped from F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176\\yolov8x-960-full\\weights\\last.pt, 137.0MB\n",
      "Optimizer stripped from F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176\\yolov8x-960-full\\weights\\best.pt, 137.0MB\n",
      "\n",
      "Validating F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176\\yolov8x-960-full\\weights\\best.pt...\n",
      "Ultralytics YOLOv8.1.44  Python-3.11.9 torch-2.2.2+cu121 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB)\n",
      "Model summary (fused): 268 layers, 68194830 parameters, 0 gradients, 257.8 GFLOPs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 23/23 [00:02<00:00,  8.59it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.934      0.878      0.931      0.713\n",
      "               0001-pm         92          4      0.757      0.783      0.945      0.776\n",
      "               0002-xz         92         11      0.743      0.818      0.843      0.483\n",
      "               0003-gz         92         11      0.845          1      0.857      0.698\n",
      "               0004-zz         92         13          1      0.836      0.961      0.609\n",
      "               0005-xz         92         16      0.853      0.725      0.842      0.556\n",
      "              0006-jtz         92          7      0.961      0.857      0.978      0.822\n",
      "          0007-x-wyzzx         92          5          1      0.852      0.995      0.849\n",
      "               0008-zc         92          8      0.985          1      0.995      0.803\n",
      "               0009-mt         92          7      0.976      0.857      0.881      0.619\n",
      "               0010-gz         92          4      0.917       0.25      0.283      0.226\n",
      "               0011-zw         92         13      0.951      0.923       0.99      0.687\n",
      "            0012-xszyz         92         10      0.984          1      0.995       0.75\n",
      "               0013-zq         92          2      0.911          1      0.995      0.782\n",
      "               0014-zz         92          2      0.947          1      0.995      0.847\n",
      "               0015-jc         92         12      0.976      0.917      0.937      0.786\n",
      "               0016-hx         92          2      0.902          1      0.995      0.624\n",
      "               0017-cl         92          4      0.957          1      0.995      0.923\n",
      "              0018-llz         92          6      0.975          1      0.995       0.82\n",
      "             0019-ydzy         92          8      0.997          1      0.995      0.633\n",
      "             0020-hfzy         92          6      0.839          1      0.972      0.555\n",
      "             0021-yzsb         92          8      0.942          1      0.995      0.858\n",
      "             0022-yzwg         92          3          1      0.866      0.995      0.841\n",
      "            0023-shzzy         92          3       0.98          1      0.995       0.54\n",
      "             0028-jcyg         92          4      0.745       0.75       0.87      0.567\n",
      "               0029-tg         92          7      0.983          1      0.995      0.745\n",
      "               0030-gz         92         12      0.814       0.73      0.816      0.446\n",
      "             0031-rmjq         92         19      0.792      0.842      0.837      0.426\n",
      "               0032-jr         92          2       0.85          1      0.995      0.995\n",
      "               0033-yq         92          2          1      0.978      0.995      0.995\n",
      "               0034-yq         92          4      0.942          1      0.995      0.903\n",
      "              0035-mys         92         23      0.955      0.912      0.984      0.618\n",
      "          0038-frls-km         92          5       0.97          1      0.995      0.589\n",
      "          0039-frls-lj         92          2      0.833          1      0.995      0.895\n",
      "               0042-wb         92          1      0.955          1      0.995      0.995\n",
      "            0043-jrghs         92          1          1          0          0          0\n",
      "               0044-qq         92         10      0.884        0.9      0.958       0.81\n",
      "               0045-kl         92          1          1          0      0.995      0.497\n",
      "        0046-jmjt-ymxs         92          7      0.842      0.714       0.89      0.749\n",
      "        0048-jmjt-qpmf         92          8          1      0.581      0.729      0.492\n",
      "        0049-jmjt-thhg         92          4      0.943          1      0.995      0.901\n",
      "        0051-jmjt-ftbt         92          5          1      0.836      0.995      0.707\n",
      "      0052-yymy-wxzlps         92          5      0.967          1      0.995      0.887\n",
      "      0053-yymy-hwcyjz         92          3      0.965          1      0.995      0.702\n",
      "        0060-mnyz-xcrk         92          5      0.969          1      0.995      0.784\n",
      "          0061-mnyz-sj         92          4       0.96          1      0.995      0.888\n",
      "        0062-mnyz-cjjl         92         15          1      0.878      0.953      0.539\n",
      "          0063-mnyz-ht         92          4      0.973          1      0.995      0.788\n",
      "        0064-mnyz-fhzz         92          4       0.94          1      0.995      0.905\n",
      "        0065-mnyz-xzzz         92          4      0.977          1      0.995      0.853\n",
      "     0066-mnyz-xcrkwjh         92         50          1      0.982      0.995      0.742\n",
      "              0067-bfx         92         19      0.998          1      0.995      0.632\n",
      "              0068-bsd         92         16      0.934          1      0.955      0.848\n",
      "              0069-kgj         92         25      0.833          1      0.949      0.793\n",
      "        0070-jmjt-xyfm         92          2          1      0.615      0.995      0.749\n",
      "Speed: 1.2ms preprocess, 23.3ms inference, 0.0ms loss, 0.7ms postprocess per image\n",
      "Results saved to \u001B[1mF:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176\\yolov8x-960-full\u001B[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ultralytics.utils.metrics.DetMetrics object with attributes:\n",
       "\n",
       "ap_class_index: array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 37, 38, 41, 42, 43, 44, 45, 47, 48, 50, 51, 52, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69])\n",
       "box: ultralytics.utils.metrics.Metric object\n",
       "confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x000002DC5EC73810>\n",
       "curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']\n",
       "curves_results: [[array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
       "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
       "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
       "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
       "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
       "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
       "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
       "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
       "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
       "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
       "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
       "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
       "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
       "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
       "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
       "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
       "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
       "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
       "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
       "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
       "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
       "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
       "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
       "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
       "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
       "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
       "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
       "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
       "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
       "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
       "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
       "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
       "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
       "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
       "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
       "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
       "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
       "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
       "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
       "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
       "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
       "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[          1,           1,           1, ...,         0.8,         0.8,           0],\n",
       "       [          1,           1,           1, ...,   0.0045879,    0.002294,           0],\n",
       "       [          1,           1,           1, ...,     0.84615,     0.84615,           0],\n",
       "       ...,\n",
       "       [          1,           1,           1, ...,     0.94118,     0.94118,           0],\n",
       "       [          1,           1,           1, ...,     0.83333,     0.83333,           0],\n",
       "       [          1,           1,           1, ...,           1,           1,           0]]), 'Recall', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
       "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
       "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
       "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
       "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
       "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
       "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
       "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
       "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
       "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
       "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
       "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
       "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
       "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
       "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
       "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
       "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
       "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
       "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
       "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
       "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
       "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
       "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
       "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
       "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
       "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
       "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
       "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
       "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
       "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
       "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
       "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
       "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
       "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
       "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
       "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
       "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
       "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
       "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
       "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
       "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
       "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[        0.4,         0.4,     0.47978, ...,           0,           0,           0],\n",
       "       [    0.33898,     0.33898,     0.41737, ...,     0.16705,           0,           0],\n",
       "       [    0.75862,     0.75862,     0.79373, ...,           0,           0,           0],\n",
       "       ...,\n",
       "       [    0.91429,     0.91429,     0.94116, ...,           0,           0,           0],\n",
       "       [    0.69444,     0.69444,     0.75348, ...,           0,           0,           0],\n",
       "       [    0.26667,     0.26667,     0.34658, ...,           0,           0,           0]]), 'Confidence', 'F1'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
       "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
       "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
       "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
       "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
       "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
       "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
       "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
       "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
       "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
       "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
       "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
       "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
       "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
       "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
       "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
       "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
       "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
       "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
       "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
       "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
       "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
       "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
       "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
       "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
       "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
       "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
       "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
       "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
       "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
       "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
       "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
       "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
       "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
       "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
       "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
       "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
       "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
       "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
       "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
       "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
       "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[       0.25,        0.25,      0.3156, ...,           1,           1,           1],\n",
       "       [    0.20833,     0.20833,     0.27086, ...,           1,           1,           1],\n",
       "       [    0.61111,     0.61111,       0.658, ...,           1,           1,           1],\n",
       "       ...,\n",
       "       [    0.84211,     0.84211,     0.88885, ...,           1,           1,           1],\n",
       "       [    0.53191,     0.53191,     0.60447, ...,           1,           1,           1],\n",
       "       [    0.15385,     0.15385,     0.20961, ...,           1,           1,           1]]), 'Confidence', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
       "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
       "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
       "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
       "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
       "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
       "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
       "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
       "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
       "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
       "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
       "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
       "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
       "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
       "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
       "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
       "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
       "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
       "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
       "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
       "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
       "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
       "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
       "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
       "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
       "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
       "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
       "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
       "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
       "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
       "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
       "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
       "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
       "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
       "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
       "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
       "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
       "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
       "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
       "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
       "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
       "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[          1,           1,           1, ...,           0,           0,           0],\n",
       "       [    0.90909,     0.90909,     0.90909, ...,    0.091137,           0,           0],\n",
       "       [          1,           1,           1, ...,           0,           0,           0],\n",
       "       ...,\n",
       "       [          1,           1,           1, ...,           0,           0,           0],\n",
       "       [          1,           1,           1, ...,           0,           0,           0],\n",
       "       [          1,           1,           1, ...,           0,           0,           0]]), 'Confidence', 'Recall']]\n",
       "fitness: 0.7352236412291001\n",
       "keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']\n",
       "maps: array([    0.77619,     0.48296,     0.69752,     0.60853,     0.55552,     0.82188,     0.84935,     0.80318,     0.61862,      0.2264,     0.68668,     0.74951,     0.78168,      0.8472,     0.78584,     0.62371,     0.92325,     0.81951,     0.63316,     0.55475,     0.85761,     0.84122,     0.53983,     0.71348,\n",
       "           0.71348,     0.71348,     0.71348,     0.56662,      0.7452,     0.44638,      0.4258,       0.995,       0.995,      0.9035,     0.61846,     0.71348,     0.71348,     0.58901,      0.8955,     0.71348,     0.71348,       0.995,           0,     0.81036,      0.4975,     0.74888,     0.71348,     0.49215,\n",
       "           0.90142,     0.71348,     0.70724,     0.88675,     0.70247,     0.71348,     0.71348,     0.71348,     0.71348,     0.71348,     0.71348,     0.78366,     0.88842,     0.53888,     0.78838,     0.90463,      0.8533,     0.74182,     0.63158,     0.84824,     0.79322,     0.74942,     0.71348,     0.71348,\n",
       "           0.71348,     0.71348])\n",
       "names: {0: '0001-pm', 1: '0002-xz', 2: '0003-gz', 3: '0004-zz', 4: '0005-xz', 5: '0006-jtz', 6: '0007-x-wyzzx', 7: '0008-zc', 8: '0009-mt', 9: '0010-gz', 10: '0011-zw', 11: '0012-xszyz', 12: '0013-zq', 13: '0014-zz', 14: '0015-jc', 15: '0016-hx', 16: '0017-cl', 17: '0018-llz', 18: '0019-ydzy', 19: '0020-hfzy', 20: '0021-yzsb', 21: '0022-yzwg', 22: '0023-shzzy', 23: '0024-blny', 24: '0025-jpd', 25: '0026-swl', 26: '0027-kkly', 27: '0028-jcyg', 28: '0029-tg', 29: '0030-gz', 30: '0031-rmjq', 31: '0032-jr', 32: '0033-yq', 33: '0034-yq', 34: '0035-mys', 35: '0036-lxz', 36: '0037-cltr', 37: '0038-frls-km', 38: '0039-frls-lj', 39: '0040-frls-cy', 40: '0041-frxl', 41: '0042-wb', 42: '0043-jrghs', 43: '0044-qq', 44: '0045-kl', 45: '0046-jmjt-ymxs', 46: '0047-jmjt-sqfr', 47: '0048-jmjt-qpmf', 48: '0049-jmjt-thhg', 49: '0050-jmjt-tyts', 50: '0051-jmjt-ftbt', 51: '0052-yymy-wxzlps', 52: '0053-yymy-hwcyjz', 53: '0054-yymy-kltqzk', 54: '0055-yymy-hwcxsw', 55: '0056-wxyt', 56: '0057-kfk', 57: '0058-sm', 58: '0059-sj', 59: '0060-mnyz-xcrk', 60: '0061-mnyz-sj', 61: '0062-mnyz-cjjl', 62: '0063-mnyz-ht', 63: '0064-mnyz-fhzz', 64: '0065-mnyz-xzzz', 65: '0066-mnyz-xcrkwjh', 66: '0067-bfx', 67: '0068-bsd', 68: '0069-kgj', 69: '0070-jmjt-xyfm', 70: '0071-yymy-xrywyz', 71: '0072-zyshdck', 72: '0073-tygldlr', 73: '0074-sxfldwx'}\n",
       "plot: True\n",
       "results_dict: {'metrics/precision(B)': 0.9337650588166758, 'metrics/recall(B)': 0.8777963678321004, 'metrics/mAP50(B)': 0.9309214860960437, 'metrics/mAP50-95(B)': 0.7134794362438842, 'fitness': 0.7352236412291001}\n",
       "save_dir: WindowsPath('F:/code/workspace/StarRail-YOLO/ultralytics/runs/full-2176/yolov8x-960-full')\n",
       "speed: {'preprocess': 1.1842820955359419, 'inference': 23.337037666984227, 'loss': 0.0, 'postprocess': 0.7398050764332648}\n",
       "task: 'detect'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.train(\n",
    "    data=ultralytics_utils.get_dataset_yaml_path(dataset_name),  # 数据集配置文件的位置\n",
    "    project=ultralytics_utils.get_dataset_model_dir(dataset_name),  # 训练模型的数据（包括模型文件）的自动保存位置\n",
    "    name= train_name,\n",
    "    imgsz=train_img_size,\n",
    "    epochs=1000, \n",
    "    batch=-1,  # 根据可使用内存 自动判断batch_size\n",
    "    exist_ok=True,\n",
    "    copy_paste=1,  # 数据集太小，复制多一点\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3cc1b217-73c1-4ca8-9266-386106e91f48",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultralytics YOLOv8.1.44  Python-3.11.9 torch-2.2.2+cu121 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB)\n",
      "Model summary (fused): 268 layers, 68194830 parameters, 0 gradients, 257.8 GFLOPs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001B[34m\u001B[1mval: \u001B[0mScanning F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\full-2176\\labels.cache... 92 images, 0 backgrounds, 0 corrupt: 100%|██████████| 92/92 [00:00<?, ?it/s]\u001B[0m\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 46/46 [00:08<00:00,  5.74it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all         92        438      0.934      0.878      0.931      0.715\n",
      "               0001-pm         92          4      0.757      0.783      0.945      0.818\n",
      "               0002-xz         92         11      0.743      0.818      0.843      0.483\n",
      "               0003-gz         92         11      0.845          1      0.857      0.698\n",
      "               0004-zz         92         13          1      0.836      0.961      0.622\n",
      "               0005-xz         92         16      0.853      0.726      0.842      0.564\n",
      "              0006-jtz         92          7       0.96      0.857      0.978      0.822\n",
      "          0007-x-wyzzx         92          5          1      0.853      0.995      0.849\n",
      "               0008-zc         92          8      0.985          1      0.995      0.803\n",
      "               0009-mt         92          7      0.976      0.857      0.883      0.621\n",
      "               0010-gz         92          4      0.916       0.25      0.283      0.226\n",
      "               0011-zw         92         13       0.95      0.923       0.99      0.691\n",
      "            0012-xszyz         92         10      0.984          1      0.995      0.745\n",
      "               0013-zq         92          2       0.91          1      0.995      0.782\n",
      "               0014-zz         92          2      0.947          1      0.995      0.895\n",
      "               0015-jc         92         12      0.976      0.917      0.937      0.786\n",
      "               0016-hx         92          2      0.902          1      0.995      0.624\n",
      "               0017-cl         92          4      0.957          1      0.995      0.923\n",
      "              0018-llz         92          6      0.974          1      0.995       0.82\n",
      "             0019-ydzy         92          8      0.996          1      0.995      0.661\n",
      "             0020-hfzy         92          6      0.839          1      0.972       0.53\n",
      "             0021-yzsb         92          8      0.942          1      0.995      0.846\n",
      "             0022-yzwg         92          3          1      0.867      0.995      0.841\n",
      "            0023-shzzy         92          3       0.98          1      0.995       0.54\n",
      "             0028-jcyg         92          4      0.745       0.75       0.87      0.567\n",
      "               0029-tg         92          7      0.982          1      0.995      0.761\n",
      "               0030-gz         92         12      0.814      0.731      0.816      0.444\n",
      "             0031-rmjq         92         19      0.792      0.842      0.835      0.436\n",
      "               0032-jr         92          2      0.849          1      0.995      0.995\n",
      "               0033-yq         92          2          1      0.982      0.995      0.995\n",
      "               0034-yq         92          4      0.942          1      0.995      0.903\n",
      "              0035-mys         92         23      0.955      0.913      0.984      0.612\n",
      "          0038-frls-km         92          5      0.969          1      0.995      0.597\n",
      "          0039-frls-lj         92          2      0.833          1      0.995      0.895\n",
      "               0042-wb         92          1      0.954          1      0.995      0.995\n",
      "            0043-jrghs         92          1          1          0          0          0\n",
      "               0044-qq         92         10      0.884        0.9      0.958      0.816\n",
      "               0045-kl         92          1          1          0      0.995      0.497\n",
      "        0046-jmjt-ymxs         92          7      0.841      0.714       0.89      0.749\n",
      "        0048-jmjt-qpmf         92          8          1      0.582      0.729      0.506\n",
      "        0049-jmjt-thhg         92          4      0.943          1      0.995      0.901\n",
      "        0051-jmjt-ftbt         92          5          1      0.836      0.995      0.707\n",
      "      0052-yymy-wxzlps         92          5      0.967          1      0.995      0.887\n",
      "      0053-yymy-hwcyjz         92          3      0.965          1      0.995      0.725\n",
      "        0060-mnyz-xcrk         92          5      0.969          1      0.995      0.784\n",
      "          0061-mnyz-sj         92          4       0.96          1      0.995      0.888\n",
      "        0062-mnyz-cjjl         92         15          1      0.878      0.953      0.543\n",
      "          0063-mnyz-ht         92          4      0.972          1      0.995      0.745\n",
      "        0064-mnyz-fhzz         92          4       0.94          1      0.995      0.905\n",
      "        0065-mnyz-xzzz         92          4      0.977          1      0.995       0.83\n",
      "     0066-mnyz-xcrkwjh         92         50          1      0.982      0.995       0.73\n",
      "              0067-bfx         92         19      0.998          1      0.995      0.622\n",
      "              0068-bsd         92         16      0.934          1      0.955      0.857\n",
      "              0069-kgj         92         25      0.833          1      0.949      0.799\n",
      "        0070-jmjt-xyfm         92          2          1      0.616      0.995      0.749\n",
      "Speed: 1.0ms preprocess, 40.8ms inference, 0.0ms loss, 1.0ms postprocess per image\n",
      "Results saved to \u001B[1mF:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\full-2176\\yolov8x-960-full\u001B[0m\n"
     ]
    }
   ],
   "source": [
    "val_result = model.val(imgsz=train_img_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a8e66af-8822-4430-a793-bb43bd214681",
   "metadata": {},
   "outputs": [],
   "source": [
    "# model = YOLO(ultralytics_utils.get_train_model_path(dataset_name, train_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a1602088-0e65-4491-8942-bcdcfb18a5b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultralytics YOLOv8.1.44  Python-3.11.9 torch-2.2.2+cu121 CPU (AMD Ryzen 9 5950X 16-Core Processor)\n",
      "WARNING  imgsz=[540, 960] must be multiple of max stride 32, updating to [544, 960]\n",
      "Model summary (fused): 168 layers, 3006038 parameters, 0 gradients, 8.1 GFLOPs\n",
      "\n",
      "\u001B[34m\u001B[1mPyTorch:\u001B[0m starting from 'F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\worldpatrol-2176\\yolov8n-960-worldpatrol\\weights\\best.pt' with input shape (1, 3, 544, 960) BCHW and output shape(s) (1, 6, 10710) (6.1 MB)\n",
      "\n",
      "\u001B[34m\u001B[1mONNX:\u001B[0m starting export with onnx 1.16.0 opset 17...\n",
      "\u001B[34m\u001B[1mONNX:\u001B[0m export success  0.6s, saved as 'F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\worldpatrol-2176\\yolov8n-960-worldpatrol\\weights\\best.onnx' (11.7 MB)\n",
      "\n",
      "Export complete (2.2s)\n",
      "Results saved to \u001B[1mF:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\worldpatrol-2176\\yolov8n-960-worldpatrol\\weights\u001B[0m\n",
      "Predict:         yolo predict task=detect model=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\worldpatrol-2176\\yolov8n-960-worldpatrol\\weights\\best.onnx imgsz=544,960  \n",
      "Validate:        yolo val task=detect model=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\runs\\worldpatrol-2176\\yolov8n-960-worldpatrol\\weights\\best.onnx imgsz=544,960 data=F:\\code\\workspace\\StarRail-YOLO\\ultralytics\\datasets\\worldpatrol-2176\\dataset.yaml  WARNING  non-PyTorch val requires square images, 'imgsz=[544, 960]' will not work. Use export 'imgsz=960' if val is required.\n",
      "Visualize:       https://netron.app\n"
     ]
    }
   ],
   "source": [
    "ultralytics_utils.export_model(dataset_name,\n",
    "                               train_name=train_name,\n",
    "                               imgsz=export_img_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "651a41bd-ca42-442f-855f-f61e23905d62",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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